{"id":"W4409257188","doi":"10.1145/3728474","title":"Machine Learning for Blockchain Data Analysis: Progress and Opportunities","year":2025,"lang":"en","type":"article","venue":"Distributed Ledger Technologies Research and Practice","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Blockchain; Computer science; Data science; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003373177,0.0001537827,0.0002622786,0.0008339706,0.0009057204,0.0003692347,0.001910229,0.0002839559,0.000001233567],"category_scores_gemma":[0.005511012,0.0001383856,0.0000274515,0.002491995,0.001057405,0.0002575179,0.003365485,0.000874338,0.000001333068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003047346,"about_ca_system_score_gemma":0.0001130189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000339193,"about_ca_topic_score_gemma":0.00002352102,"domain_scores_codex":[0.9980082,0.000240478,0.0002414641,0.0008018645,0.0002202034,0.0004877753],"domain_scores_gemma":[0.995119,0.002640325,0.0001035973,0.001542815,0.0005400113,0.00005428975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006340447,0.000177913,0.001439873,0.00006882325,0.0004867266,0.00001638195,0.00007098626,0.000005142277,0.00002812004,0.6581749,0.002476959,0.3369908],"study_design_scores_gemma":[0.0005447098,0.0002670067,0.0002913927,0.00002738557,0.0001851116,0.00003454292,0.004511015,0.2827342,0.0005632257,0.1011836,0.6093901,0.000267702],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0046546,0.03972217,0.764075,0.1874108,0.00003904785,0.001053445,0.000373471,0.001918442,0.0007530111],"genre_scores_gemma":[0.9675114,0.004046581,0.02723134,0.00008314734,0.000007845738,0.0004571218,0.0003930067,0.00000682188,0.0002627344],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9628568,"threshold_uncertainty_score":0.6966161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277635246623499,"score_gpt":0.4048900394370223,"score_spread":0.2771265147746724,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}